Data Profiling Report

Basic Statistics

Raw Counts

Name	Value
Rows	202
Columns	211
Discrete columns	49
Continuous columns	153
All missing columns	9
Missing observations	13,153
Complete Rows	0
Total observations	42,622
Memory allocation	448 Kb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

## 9 columns ignored with more than 50 categories.
## ID: 202 categories
## Occupation: 103 categories
## meds_name: 51 categories
## Date: 70 categories
## DOB: 200 categories
## Sample_ID: 196 categories
## Result_C_mg_dL: 194 categories
## Result_P_ng_mL: 169 categories
## Result_C: 193 categories

QQ Plot

## Warning: Removed 93 rows containing non-finite values (stat_qq).

## Warning: Removed 93 rows containing non-finite values (stat_qq_line).

## Warning: Removed 636 rows containing non-finite values (stat_qq).

## Warning: Removed 636 rows containing non-finite values (stat_qq_line).

## Warning: Removed 568 rows containing non-finite values (stat_qq).

## Warning: Removed 568 rows containing non-finite values (stat_qq_line).

## Warning: Removed 35 rows containing non-finite values (stat_qq).

## Warning: Removed 35 rows containing non-finite values (stat_qq_line).

## Warning: Removed 17 rows containing non-finite values (stat_qq).

## Warning: Removed 17 rows containing non-finite values (stat_qq_line).

## Warning: Removed 31 rows containing non-finite values (stat_qq).

## Warning: Removed 31 rows containing non-finite values (stat_qq_line).

## Warning: Removed 8 rows containing non-finite values (stat_qq).

## Warning: Removed 8 rows containing non-finite values (stat_qq_line).

## Warning: Removed 10 rows containing non-finite values (stat_qq).

## Warning: Removed 10 rows containing non-finite values (stat_qq_line).

## Warning: Removed 261 rows containing non-finite values (stat_qq).

## Warning: Removed 261 rows containing non-finite values (stat_qq_line).

## Warning: Removed 5 rows containing non-finite values (stat_qq).

## Warning: Removed 5 rows containing non-finite values (stat_qq_line).

## Warning: Removed 142 rows containing non-finite values (stat_qq).

## Warning: Removed 142 rows containing non-finite values (stat_qq_line).

## Warning: Removed 277 rows containing non-finite values (stat_qq).

## Warning: Removed 277 rows containing non-finite values (stat_qq_line).

## Warning: Removed 1346 rows containing non-finite values (stat_qq).

## Warning: Removed 1346 rows containing non-finite values (stat_qq_line).

## Warning: Removed 228 rows containing non-finite values (stat_qq).

## Warning: Removed 228 rows containing non-finite values (stat_qq_line).

## Warning: Removed 799 rows containing non-finite values (stat_qq).

## Warning: Removed 799 rows containing non-finite values (stat_qq_line).

## Warning: Removed 92 rows containing non-finite values (stat_qq).

## Warning: Removed 92 rows containing non-finite values (stat_qq_line).

Correlation Analysis

## Insufficient complete rows! Skipping correlation analysis.

Principal Component Analysis

## Insufficient complete rows! Skipping principal component analysis.